- Indicators
- 3
- Leaders
- 10placeholder ratings
- Like it
- 8capabilities
- Developments
- 21
What Applied AI & Advanced Analytics is, and how it is measured
The capacity to apply AI and advanced analytics across the economy and the state, turning models and data into decisions, products and services at scale.
Indicators
- AI adoption rate among firms
- AI patent families
- AI startup formation and funding
The nations that lead in Applied AI & Advanced Analytics
These ratings stand in until the capability is rated.
| # | Nation | Rating |
|---|---|---|
| 1 | United Kingdom | AAA |
| 2 | Japan | AA |
| 3 | France | AA |
| 4 | United States | A |
| 5 | Netherlands | A |
| 6 | China | A |
| 7 | Singapore | BBB |
| 8 | Norway | BBB |
| 9 | Italy | BB |
| 10 | Spain | BB |
The capabilities most like Applied AI & Advanced Analytics
Likeness, from 0 to 1, as the Atlas measures it.
How Applied AI & Advanced Analytics came to be
- Geopolitical
- Governance
- Security
- Technology
- Economy
- Environment
- Society
Historical Developments
Oldest first2 CE · over 2,000 years ago
The Han dynasty conducted an empire-wide household census
Officials recorded population, household numbers and land data across the empire, producing one of the earliest surviving large-scale statistical surveys of a state and setting a model for using aggregated data to govern and tax a vast population.
1590s · about 430 years ago
Abul Fazl compiled the Ain-i-Akbari administrative survey for the Mughal Empire
Commissioned by Emperor Akbar, the survey catalogued revenue, land, prices and administrative detail across the empire in systematic tables, an early example of statecraft built on large-scale data collection rather than local report alone.
1662 · 364 years ago
John Graunt analysed London's Bills of Mortality
His tabulation of causes of death and birth records across the city produced the first life table and founded demographic statistics, showing that patterns invisible in individual records became legible once data was aggregated systematically.
1890 · 136 years ago
Herman Hollerith built a punch-card tabulating machine for the US census
His electromechanical system processed the 1890 census in roughly a third of the time manual counting had taken a decade earlier, and the company he founded to sell it eventually became part of IBM.
- The Tabulating Machine Company later merged into a firm renamed IBM
1925 · 101 years ago
Ronald Fisher formalised modern statistical inference
His work on experimental design, variance and significance testing gave analysts a rigorous framework for drawing conclusions from sampled data, methods that remain the statistical foundation beneath modern analytics software.
1961 · 65 years ago
Statistician John Tukey formally defined data analysis as a set of procedures and techniques
Tukey set out a definition covering procedures for analysing data, techniques for interpreting results, planning of data gathering, and the machinery of mathematical statistics. The formulation gave the emerging field a coherent scope distinct from classical statistics.
1970 · 56 years ago
Edgar Codd proposed the relational model for databases
His paper on structuring data into related tables, published while working at IBM, became the theoretical basis for the SQL databases that still underpin most transactional and analytical systems in government and business.
2006 · 20 years ago
Google and the open-source Hadoop project made planet-scale data processing routine
A published method for splitting huge computations across thousands of ordinary computers, and the open-source system built on the idea, let organisations far beyond Google's scale analyse datasets that had previously been unworkable, starting the big data era.
2009 onward · 17 years ago
India built the Aadhaar biometric identity system
Enrolling more than a billion residents in a single biometric database created the foundation for India Stack, a set of shared digital public infrastructure layers that let government and private analytics systems verify identity and route payments at national scale.
- UPI was built on top of the Aadhaar layer
2018 · 8 years ago
The European Union brought the General Data Protection Regulation into force
The regulation set strict rules on collecting, storing and analysing personal data, and its extraterritorial reach meant multinational firms and data analytics providers worldwide had to redesign systems around consent, purpose limitation and the right to erasure.
2018 · 8 years ago
The Cambridge Analytica scandal exposed the political use of harvested personal data
Revelations that voter profiles built from improperly obtained Facebook data had been used to target political advertising triggered a global reckoning over the power and risk of large-scale behavioural analytics, reshaping platform data policy and public trust.
Recent Developments
Most recent firstEarly 2026 · 6 months ago
The UAE broadened AI-driven analytics across federal government services
Dubai and Abu Dhabi extended platforms that mine government service data to anticipate resident needs and flag anomalies, building on years of smart-government investment and positioning the emirates as a regional hub for applied public-sector analytics.
Early 2026 · 6 months ago
NHS England continued rolling out its Palantir-built Federated Data Platform
Deployment of the system, intended to link data across hospital trusts for scheduling, staffing and resource planning, expanded to more trusts despite continued opposition from privacy campaigners uneasy about a single contractor holding sensitive health records at national scale.
2026 to date · this year
India's Unified Payments Interface kept processing well over ten billion transactions a month
The state-backed payments network continued processing well over ten billion transactions a month, giving government and private analytics platforms an unusually granular, near real-time view of consumer spending, financial inclusion and fraud patterns across a population of more than a billion people.
- NPCI International extended UPI acceptance to more countries
2025 · last year
ASEAN advanced a common framework for cross-border data flows
Member states worked toward interoperable rules that would let firms move and analyse data across South East Asia's fragmented national regimes, aiming to let the region's data-driven industries operate on something closer to a single market.
2025 · last year
NATO widened use of its Palantir-built data-fusion system to more member states
The Maven Smart System, which pools sensor and intelligence feeds into a single analytics environment, moved beyond its initial users to additional allied militaries, part of a wider push to standardise data fusion across the alliance's command structure.
- Additional NATO members began integrating the platform into intelligence workflows
2025 · last year
Saudi Arabia's data and AI authority widened its national data bank for government analytics
The Saudi Data and AI Authority continued linking datasets held by different ministries into a shared national data bank, part of the Vision 2030 programme's push to base government planning and service delivery on integrated analytics rather than agency-held silos.
2025 · last year
China's National Data Administration expanded a national network of state-backed data exchanges
The agency, created in 2023 to treat data as a factor of production, expanded the number of exchanges where firms trade and price datasets, part of a broader plan to build a national market for data as a tradeable industrial input.
August 2024 · 2 years ago
Africa Centres for Disease Control and Prevention leaned on continental surveillance data to declare a public health emergency
Analytics drawn from outbreak reporting across a growing number of member states underpinned the mpox emergency declaration, the agency's first such continental declaration, as case data from Central and East Africa was pooled and tracked in near real time.
- The World Health Organization issued a parallel emergency declaration
2024 · 2 years ago
Palantir deepened US government ties and joined the S&P 500
Growing federal and defence demand for its analytics software drove a sharp rise in Palantir's government revenue and its addition to the S&P 500, while a partnership with Anthropic and Amazon brought frontier language models into classified US government environments.
- US Army expanded use of Palantir's Vantage data platform
2024 · 2 years ago
Microsoft and G42 began building a geothermal-powered data centre in Kenya
The project, backed by a wider pledge of investment in Kenyan digital infrastructure, aimed to give East Africa more local capacity to store and process data rather than routing it through Europe or the Gulf, supporting regional analytics and cloud services.
A timeline taken from the English Wikipedia article “Data analysis” (CC BY-SA 4.0), the only source the Atlas consulted for it.